{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Target Volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import ffn\n",
    "import bt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Fake Index Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 262,
       "width": 377
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = ['foo','bar','rf']\n",
    "dates = pd.date_range(start='2015-01-01',end='2018-12-31', freq=pd.tseries.offsets.BDay())\n",
    "n = len(dates)\n",
    "rdf = pd.DataFrame(\n",
    "    np.zeros((n, len(names))),\n",
    "    index = dates,\n",
    "    columns = names\n",
    ")\n",
    "\n",
    "np.random.seed(1)\n",
    "rdf['foo'] = np.random.normal(loc = 0.1/252,scale=0.2/np.sqrt(252),size=n)\n",
    "rdf['bar'] = np.random.normal(loc = 0.04/252,scale=0.05/np.sqrt(252),size=n)\n",
    "rdf['rf'] = 0.\n",
    "\n",
    "pdf = 100*np.cumprod(1+rdf)\n",
    "pdf.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build Strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# algo to fire on the beginning of every week and to run on the first date\n",
    "runWeeklyAlgo = bt.algos.RunWeekly(\n",
    "    run_on_first_date=True\n",
    ")\n",
    "\n",
    "selectTheseAlgo = bt.algos.SelectThese(['foo','bar'])\n",
    "\n",
    "# algo to set the weights to 1/vol contributions from each asset\n",
    "#  with data over the last 12 months excluding yesterday\n",
    "weighInvVolAlgo = bt.algos.WeighInvVol(\n",
    "    lookback=pd.DateOffset(months=12),\n",
    "    lag=pd.DateOffset(days=1)\n",
    ")\n",
    "\n",
    "# algo to set overall volatility of the portfolio to an annualized 10%\n",
    "targetVolAlgo = bt.algos.TargetVol(\n",
    "    0.1,\n",
    "    lookback=pd.DateOffset(months=12),\n",
    "    lag=pd.DateOffset(days=1),\n",
    "    covar_method='standard',\n",
    "    annualization_factor=252\n",
    ")\n",
    "\n",
    "\n",
    "# algo to rebalance the current weights to weights set in target.temp\n",
    "rebalAlgo = bt.algos.Rebalance()\n",
    "\n",
    "# a strategy that rebalances monthly to specified weights\n",
    "strat = bt.Strategy('static',\n",
    "    [\n",
    "        runWeeklyAlgo,\n",
    "        selectTheseAlgo,\n",
    "        weighInvVolAlgo,\n",
    "        targetVolAlgo,\n",
    "        rebalAlgo\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run Backtest\n",
    "\n",
    "Note: The logic of the strategy is seperate from the data used in the backtest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set integer_positions=False when positions are not required to be integers(round numbers)\n",
    "backtest = bt.Backtest(\n",
    "    strat,\n",
    "    pdf,\n",
    "    integer_positions=False\n",
    ")\n",
    "\n",
    "res = bt.run(backtest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see the realized volatility below is close to the targeted 10% volatility."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 386
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "(res.prices.pct_change().rolling(window=12*20).std()*np.sqrt(252)).plot(ax = ax)\n",
    "ax.set_title('Rolling Volatility')\n",
    "ax.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because we are using a 1/vol allocation bar, the less risky security, has a much smaller weight."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 374
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "res.get_security_weights().plot(ax = ax)\n",
    "ax.set_title('Weights')\n",
    "ax.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we plot the total risk contribution of each asset class and divide by the total volatility, then we can see that both asset's contribute roughly similar amounts of volatility."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weights = res.get_security_weights()\n",
    "rolling_cov = pdf.loc[:,weights.columns].pct_change().rolling(window=12*20).cov()*252\n",
    "\n",
    "\n",
    "trc = pd.DataFrame(\n",
    "    np.nan,\n",
    "    index = weights.index,\n",
    "    columns = weights.columns\n",
    ")\n",
    "for dt in pdf.index:\n",
    "    trc.loc[dt,:] = weights.loc[dt,:].values*rolling_cov.loc[dt,:].values@weights.loc[dt,:].values/np.sqrt(weights.loc[dt,:].values@rolling_cov.loc[dt,:].values@weights.loc[dt,:].values)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "trc.plot(ax=ax)\n",
    "ax.set_title('% Total Risk Contribution')\n",
    "ax.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
